Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	23446
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	4.8 MiB
Average record size in memory	214.5 B

Variable types

Categorical	1
Numeric	22

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`chlorophyll` is highly skewed (γ1 = 51.65583151)	Skewed

Reproduction

Analysis started	2023-02-02 21:39:21.926084
Analysis finished	2023-02-02 21:39:53.800105
Duration	31.87 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

siteid
Categorical

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	882.4 KiB

ARIK	1096
LECO	1096
WALK	1096
SYCA	1096
PRIN	1096
Other values (19)	17966

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	93784
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ARIK
2nd row	ARIK
3rd row	ARIK
4th row	ARIK
5th row	ARIK

Common Values

Value	Count	Frequency (%)
ARIK	1096	4.7%
LECO	1096	4.7%
WALK	1096	4.7%
SYCA	1096	4.7%
PRIN	1096	4.7%
POSE	1096	4.7%
MCRA	1096	4.7%
MCDI	1096	4.7%
MAYF	1096	4.7%
LEWI	1096	4.7%
Other values (14)	12486	53.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
arik	1096	4.7%
mayf	1096	4.7%
como	1096	4.7%
leco	1096	4.7%
king	1096	4.7%
wlou	1096	4.7%
lewi	1096	4.7%
hopb	1096	4.7%
mcdi	1096	4.7%
mcra	1096	4.7%
Other values (14)	12486	53.3%

Most occurring characters

Value	Count	Frequency (%)
C	8547	9.1%
I	7767	8.3%
E	7644	8.2%
L	7012	7.5%
O	6968	7.4%
A	6922	7.4%
R	6837	7.3%
M	5451	5.8%
B	4692	5.0%
P	4247	4.5%
Other values (11)	27697	29.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	93784	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	8547	9.1%
I	7767	8.3%
E	7644	8.2%
L	7012	7.5%
O	6968	7.4%
A	6922	7.4%
R	6837	7.3%
M	5451	5.8%
B	4692	5.0%
P	4247	4.5%
Other values (11)	27697	29.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	93784	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	8547	9.1%
I	7767	8.3%
E	7644	8.2%
L	7012	7.5%
O	6968	7.4%
A	6922	7.4%
R	6837	7.3%
M	5451	5.8%
B	4692	5.0%
P	4247	4.5%
Other values (11)	27697	29.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93784	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	8547	9.1%
I	7767	8.3%
E	7644	8.2%
L	7012	7.5%
O	6968	7.4%
A	6922	7.4%
R	6837	7.3%
M	5451	5.8%
B	4692	5.0%
P	4247	4.5%
Other values (11)	27697	29.5%

nitrate_mean
Real number (ℝ)

Distinct	11109
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.413339

Minimum	0.001
Maximum	851.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.32083333
Q1	2.7708333
median	6.1
Q3	21.471615
95-th percentile	169.37135
Maximum	851.7
Range	851.699
Interquartile range (IQR)	18.700781

Descriptive statistics

Standard deviation	45.372312
Coefficient of variation (CV)	2.0243441
Kurtosis	14.711496
Mean	22.413339
Median Absolute Deviation (MAD)	4.7177083
Skewness	3.4880584
Sum	525503.15
Variance	2058.6467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001	767	3.3%
3.3	33	0.1%
6.1	32	0.1%
3.55	32	0.1%
3.633333333	29	0.1%
3.65	29	0.1%
2.75	29	0.1%
3.14375	27	0.1%
4.55	26	0.1%
2.652083333	25	0.1%
Other values (11099)	22417	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001	767	3.3%
0.001041666667	1	< 0.1%
0.002222222222	1	< 0.1%
0.003333333333	1	< 0.1%
0.007291666667	1	< 0.1%
0.008333333333	1	< 0.1%
0.00989010989	1	< 0.1%
0.01041666667	1	< 0.1%
0.01136363636	1	< 0.1%
0.01354166667	3	< 0.1%

Value	Count	Frequency (%)
851.7	1	< 0.1%
493.6	1	< 0.1%
284.4541667	1	< 0.1%
264.3375	1	< 0.1%
261.76875	1	< 0.1%
261.3	1	< 0.1%
260.85625	1	< 0.1%
260.5569231	1	< 0.1%
259.7614583	1	< 0.1%
259.6916667	1	< 0.1%

specific_conductance
Real number (ℝ)

Distinct	19471
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	583.87356

Minimum	6.25 × 10^-5
Maximum	215585.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	6.25 × 10^-5
5-th percentile	13.48777
Q1	37.768763
median	117.8826
Q3	508.94584
95-th percentile	685.11138
Maximum	215585.2
Range	215585.2
Interquartile range (IQR)	471.17707

Descriptive statistics

Standard deviation	6249.5379
Coefficient of variation (CV)	10.703581
Kurtosis	383.47817
Mean	583.87356
Median Absolute Deviation (MAD)	98.911444
Skewness	19.25644
Sum	13689500
Variance	39056724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
573.7750452	11	< 0.1%
34.77873521	11	< 0.1%
39.03122434	10	< 0.1%
37.93636806	10	< 0.1%
38.13544444	9	< 0.1%
466.7478697	9	< 0.1%
652.2436736	9	< 0.1%
38.02676389	9	< 0.1%
206.4707743	9	< 0.1%
111.3831285	9	< 0.1%
Other values (19461)	23350	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.25 × 10^-5	1	< 0.1%
0.001541666667	1	< 0.1%
0.005796852077	1	< 0.1%
0.00871438499	1	< 0.1%
0.01110923771	1	< 0.1%
0.01912358986	1	< 0.1%
0.02366180362	1	< 0.1%
0.02713880685	1	< 0.1%
0.02773611111	1	< 0.1%
0.02871527778	1	< 0.1%

Value	Count	Frequency (%)
215585.1969	1	< 0.1%
118086.5914	1	< 0.1%
118034.1458	1	< 0.1%
118032.4041	1	< 0.1%
118026.3421	1	< 0.1%
118017.1726	1	< 0.1%
118014.5285	1	< 0.1%
118010.4898	1	< 0.1%
118006.4988	6	< 0.1%
118001.9287	6	< 0.1%

DO
Real number (ℝ)

Distinct	19409
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.483089

Minimum	0.001
Maximum	354.97759
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.001
5-th percentile	4.6670184
Q1	8.2260217
median	9.6660955
Q3	11.095766
95-th percentile	13.169993
Maximum	354.97759
Range	354.97659
Interquartile range (IQR)	2.869744

Descriptive statistics

Standard deviation	16.81019
Coefficient of variation (CV)	1.6035531
Kurtosis	296.2088
Mean	10.483089
Median Absolute Deviation (MAD)	1.4369149
Skewness	16.943946
Sum	245786.5
Variance	282.58248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.708430556	11	< 0.1%
12.08062847	10	< 0.1%
9.987256944	10	< 0.1%
8.924236111	9	< 0.1%
8.059923611	9	< 0.1%
9.389659722	9	< 0.1%
7.731243056	9	< 0.1%
4.162380764	9	< 0.1%
3.218755378	9	< 0.1%
8.680909722	9	< 0.1%
Other values (19399)	23352	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001	3	< 0.1%
0.2234930556	1	< 0.1%
0.2289583333	1	< 0.1%
0.2346944444	1	< 0.1%
0.535875	1	< 0.1%
0.5426909722	1	< 0.1%
0.5442743056	1	< 0.1%
0.5455208333	1	< 0.1%
0.5476666667	1	< 0.1%
0.5570833333	1	< 0.1%

Value	Count	Frequency (%)
354.9775903	1	< 0.1%
350.844588	1	< 0.1%
350.2903487	1	< 0.1%
348.9448664	5	< 0.1%
345.6860347	1	< 0.1%
344.8827361	1	< 0.1%
344.8493507	4	< 0.1%
343.2838435	1	< 0.1%
342.7693021	1	< 0.1%
339.5286148	1	< 0.1%

pH
Real number (ℝ)

Distinct	19078
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5137891

Minimum	0.0025
Maximum	13.790451
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.0025
5-th percentile	5.7870911
Q1	7.1478749
median	7.6311563
Q3	7.9749115
95-th percentile	8.3077426
Maximum	13.790451
Range	13.787951
Interquartile range (IQR)	0.8270366

Descriptive statistics

Standard deviation	0.87651541
Coefficient of variation (CV)	0.11665425
Kurtosis	12.338036
Mean	7.5137891
Median Absolute Deviation (MAD)	0.40040672
Skewness	-0.19135221
Sum	176168.3
Variance	0.76827926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.960267361	11	< 0.1%
7.9386875	10	< 0.1%
7.701305556	10	< 0.1%
8.078440972	10	< 0.1%
9.183684028	10	< 0.1%
6.944145833	10	< 0.1%
7.885038194	9	< 0.1%
7.507246528	9	< 0.1%
7.674159722	9	< 0.1%
7.505371528	9	< 0.1%
Other values (19068)	23349	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0025	1	< 0.1%
0.02	1	< 0.1%
0.04	3	< 0.1%
0.04670833333	1	< 0.1%
0.06	2	< 0.1%
0.0805625	1	< 0.1%
0.09507638889	1	< 0.1%
0.09948611111	1	< 0.1%
0.1049166667	1	< 0.1%
0.1092361111	1	< 0.1%

Value	Count	Frequency (%)
13.79045139	1	< 0.1%
13.68230208	1	< 0.1%
13.60482168	1	< 0.1%
13.50673628	1	< 0.1%
13.49504167	1	< 0.1%
13.47515278	1	< 0.1%
13.45948958	1	< 0.1%
13.41638647	1	< 0.1%
13.37937153	1	< 0.1%
13.36761084	1	< 0.1%

chlorophyll
Real number (ℝ)

Distinct	18271
Distinct (%)	77.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.532889

Minimum	0.00092013889
Maximum	59462.899
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.00092013889
5-th percentile	0.001
Q1	0.46566319
median	1.2444427
Q3	4.2930165
95-th percentile	102.89022
Maximum	59462.899
Range	59462.898
Interquartile range (IQR)	3.8273533

Descriptive statistics

Standard deviation	930.88464
Coefficient of variation (CV)	23.547094
Kurtosis	2866.5414
Mean	39.532889
Median Absolute Deviation (MAD)	1.043849
Skewness	51.655832
Sum	926888.11
Variance	866546.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001	1529	6.5%
2.829520833	10	< 0.1%
1.342516154	10	< 0.1%
0.7168263889	9	< 0.1%
5.652826389	9	< 0.1%
8.596649306	9	< 0.1%
0.7444097222	9	< 0.1%
29.24377083	8	< 0.1%
2.651560881	8	< 0.1%
1.154545139	8	< 0.1%
Other values (18261)	21837	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0009201388889	1	< 0.1%
0.0009513888889	1	< 0.1%
0.001	1529	6.5%
0.001169544893	1	< 0.1%
0.001333984445	1	< 0.1%
0.001489583333	1	< 0.1%
0.001690751445	1	< 0.1%
0.001847222222	1	< 0.1%
0.002135416667	1	< 0.1%
0.002392361111	1	< 0.1%

Value	Count	Frequency (%)
59462.8986	1	< 0.1%
58945.07041	1	< 0.1%
54365.8061	1	< 0.1%
53169.06921	1	< 0.1%
47121.93829	1	< 0.1%
35084.85759	1	< 0.1%
31630.10413	1	< 0.1%
27480.42869	1	< 0.1%
26948.5032	1	< 0.1%
25381.5971	1	< 0.1%

turbidity
Real number (ℝ)

Distinct	14734
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8006181

Minimum	0.00013194444
Maximum	99.988639
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.00013194444
5-th percentile	0.31123611
Q1	1.0980454
median	2.683687
Q3	9.5134653
95-th percentile	47.898694
Maximum	99.988639
Range	99.988507
Interquartile range (IQR)	8.4154199

Descriptive statistics

Standard deviation	16.964078
Coefficient of variation (CV)	1.7309192
Kurtosis	8.926077
Mean	9.8006181
Median Absolute Deviation (MAD)	2.1232321
Skewness	2.910589
Sum	229785.29
Variance	287.77993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.307083333	20	0.1%
11.51238194	19	0.1%
6.210263889	19	0.1%
78.25515278	19	0.1%
6.770125	18	0.1%
2.968525281	18	0.1%
51.03280556	18	0.1%
18.27320833	18	0.1%
9.185739583	18	0.1%
1.348585823	18	0.1%
Other values (14724)	23261	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001319444444	1	< 0.1%
0.0005158678381	1	< 0.1%
0.001	9	< 0.1%
0.001059459694	1	< 0.1%
0.001180555556	1	< 0.1%
0.001286269279	1	< 0.1%
0.002308008809	1	< 0.1%
0.003083333333	1	< 0.1%
0.003191978547	1	< 0.1%
0.003732638889	1	< 0.1%

Value	Count	Frequency (%)
99.98863889	1	< 0.1%
99.89586806	1	< 0.1%
99.87997851	1	< 0.1%
99.85890278	1	< 0.1%
99.46018056	1	< 0.1%
99.44445139	6	< 0.1%
99.37908333	1	< 0.1%
99.35345486	1	< 0.1%
99.07136458	1	< 0.1%
98.91891262	1	< 0.1%

fDOM
Real number (ℝ)

Distinct	16179
Distinct (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.379228

Minimum	0.0016666667
Maximum	298.34492
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.0016666667
5-th percentile	1.184276
Q1	5.9634218
median	15.809764
Q3	35.193319
95-th percentile	88.596172
Maximum	298.34492
Range	298.34326
Interquartile range (IQR)	29.229898

Descriptive statistics

Standard deviation	34.655744
Coefficient of variation (CV)	1.2657678
Kurtosis	12.715532
Mean	27.379228
Median Absolute Deviation (MAD)	11.616319
Skewness	3.0377977
Sum	641933.38
Variance	1201.0206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.45	22	0.1%
45.22	19	0.1%
27.7235625	14	0.1%
1.601944444	14	0.1%
15.12207447	14	0.1%
25.38077778	14	0.1%
20.45387955	14	0.1%
109.2923125	13	0.1%
13.39816667	13	0.1%
0.4514305556	13	0.1%
Other values (16169)	23296	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001666666667	1	< 0.1%
0.001807628524	1	< 0.1%
0.00725	1	< 0.1%
0.009034722222	1	< 0.1%
0.009215277778	1	< 0.1%
0.01093055556	1	< 0.1%
0.01320138889	11	< 0.1%
0.01429861111	1	< 0.1%
0.01854861111	1	< 0.1%
0.01926388889	1	< 0.1%

Value	Count	Frequency (%)
298.3449236	1	< 0.1%
295.7704514	1	< 0.1%
295.0840134	1	< 0.1%
292.856303	1	< 0.1%
291.973625	9	< 0.1%
287.3111135	1	< 0.1%
284.1592708	1	< 0.1%
283.9141528	1	< 0.1%
283.8414861	1	< 0.1%
283.0132083	1	< 0.1%

mean_temp
Real number (ℝ)

Distinct	17328
Distinct (%)	73.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.89726

Minimum	1.9013284
Maximum	31.721088
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	1.9013284
5-th percentile	3.2524922
Q1	7.109186
median	12.124423
Q3	18.377882
95-th percentile	23.883193
Maximum	31.721088
Range	29.819759
Interquartile range (IQR)	11.268696

Descriptive statistics

Standard deviation	6.7680836
Coefficient of variation (CV)	0.52476911
Kurtosis	-1.0284933
Mean	12.89726
Median Absolute Deviation (MAD)	5.5913361
Skewness	0.26025395
Sum	302389.16
Variance	45.806956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.302480655	49	0.2%
4.348202381	12	0.1%
16.21949648	12	0.1%
3.839376488	12	0.1%
10.03405655	12	0.1%
21.83341964	12	0.1%
7.926578656	12	0.1%
9.31	12	0.1%
4.677092458	12	0.1%
11.32598958	12	0.1%
Other values (17318)	23289	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.901328383	1	< 0.1%
1.903630952	1	< 0.1%
1.911272321	1	< 0.1%
1.911690476	1	< 0.1%
1.911869048	1	< 0.1%
1.912936012	1	< 0.1%
1.913133929	1	< 0.1%
1.916729167	1	< 0.1%
1.917998512	6	< 0.1%
1.920572917	1	< 0.1%

Value	Count	Frequency (%)
31.7210878	1	< 0.1%
31.24484673	1	< 0.1%
31.05685565	1	< 0.1%
31.03692708	1	< 0.1%
30.89431548	1	< 0.1%
30.84168155	1	< 0.1%
30.71561905	1	< 0.1%
30.71248214	1	< 0.1%
30.58959821	1	< 0.1%
30.57940774	1	< 0.1%

CH4_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.588224

Minimum	1.3109407
Maximum	1121.0379
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	1.3109407
5-th percentile	1.7898706
Q1	2.2888922
median	2.9568271
Q3	6.5429576
95-th percentile	46.94904
Maximum	1121.0379
Range	1119.727
Interquartile range (IQR)	4.2540654

Descriptive statistics

Standard deviation	79.515231
Coefficient of variation (CV)	4.7934748
Kurtosis	143.0286
Mean	16.588224
Median Absolute Deviation (MAD)	0.9100072
Skewness	11.210174
Sum	388927.49
Variance	6322.672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.60143328	80	0.3%
3.71680165	80	0.3%
2.658842758	80	0.3%
2.512820683	70	0.3%
2.363340225	67	0.3%
1.7453277	55	0.2%
2.34971865	55	0.2%
1121.0379	54	0.2%
19.9759255	51	0.2%
1.74231325	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.310940717	32	0.1%
1.34711825	33	0.1%
1.347839808	35	0.1%
1.36316455	31	0.1%
1.457755	30	0.1%
1.478376767	35	0.1%
1.517455375	39	0.2%
1.534133375	37	0.2%
1.56372325	43	0.2%
1.569164775	31	0.1%

Value	Count	Frequency (%)
1121.0379	54	0.2%
1099.988239	38	0.2%
507.196405	31	0.1%
406.1683071	31	0.1%
359.0325085	31	0.1%
348.6181527	31	0.1%
327.7892796	31	0.1%
292.5923172	30	0.1%
278.9625211	30	0.1%
272.9822939	31	0.1%

CO2_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1303.4592

Minimum	451.65826
Maximum	11310.682
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	451.65826
5-th percentile	607.96726
Q1	740.02833
median	925.39724
Q3	1308.5466
95-th percentile	3981.2353
Maximum	11310.682
Range	10859.024
Interquartile range (IQR)	568.51831

Descriptive statistics

Standard deviation	1173.8768
Coefficient of variation (CV)	0.90058574
Kurtosis	17.864518
Mean	1303.4592
Median Absolute Deviation (MAD)	230.10609
Skewness	3.7830308
Sum	30560905
Variance	1377986.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1999.974753	80	0.3%
652.4161503	80	0.3%
921.5851002	80	0.3%
628.4179888	70	0.3%
675.6038126	67	0.3%
1030.656109	55	0.2%
726.9184898	55	0.2%
4111.138738	54	0.2%
1376.575813	51	0.2%
846.5851382	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
451.658259	31	0.1%
468.3741605	30	0.1%
488.551533	33	0.1%
511.0961165	30	0.1%
517.5393612	36	0.2%
523.3695863	35	0.1%
530.5988639	31	0.1%
537.6745123	31	0.1%
538.5238653	30	0.1%
539.3033726	34	0.1%

Value	Count	Frequency (%)
11310.68249	34	0.1%
8602.955041	29	0.1%
8470.422789	30	0.1%
7771.652797	32	0.1%
7545.073112	32	0.1%
7353.3547	40	0.2%
7223.292009	43	0.2%
6719.990008	30	0.1%
6232.460603	31	0.1%
6007.864268	31	0.1%

N2O_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64399083

Minimum	0.22668198
Maximum	17.283047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.22668198
5-th percentile	0.36388555
Q1	0.4552329
median	0.55103137
Q3	0.68916245
95-th percentile	1.0130376
Maximum	17.283047
Range	17.056366
Interquartile range (IQR)	0.23392955

Descriptive statistics

Standard deviation	0.77868384
Coefficient of variation (CV)	1.2091536
Kurtosis	320.71324
Mean	0.64399083
Median Absolute Deviation (MAD)	0.11167857
Skewness	16.694549
Sum	15099.009
Variance	0.60634852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9247087083	80	0.3%
0.721567075	80	0.3%
0.6338136583	80	0.3%
0.78556025	70	0.3%
0.62038335	67	0.3%
0.8191546	55	0.2%
0.5856849625	55	0.2%
0.761729675	54	0.2%
0.49425745	51	0.2%
0.4826633	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.226681975	40	0.2%
0.2495983375	34	0.1%
0.2542558375	31	0.1%
0.2703872	8	< 0.1%
0.2727544	32	0.1%
0.2744453444	39	0.2%
0.2811430167	24	0.1%
0.2830501167	31	0.1%
0.28345535	30	0.1%
0.2839153167	23	0.1%

Value	Count	Frequency (%)
17.2830475	31	0.1%
11.27185817	30	0.1%
6.1993433	31	0.1%
2.70986205	33	0.1%
2.41977485	30	0.1%
1.997072	33	0.1%
1.675499875	30	0.1%
1.54271025	31	0.1%
1.42676645	31	0.1%
1.384639	29	0.1%

Microbialabundanceper_ml
Real number (ℝ)

Distinct	635
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2469686

Minimum	4548.8889
Maximum	62606310
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	4548.8889
5-th percentile	46090
Q1	162276.67
median	328395.56
Q3	1115775.6
95-th percentile	14852501
Maximum	62606310
Range	62601761
Interquartile range (IQR)	953498.89

Descriptive statistics

Standard deviation	6659992.6
Coefficient of variation (CV)	2.6966961
Kurtosis	32.50246
Mean	2469686
Median Absolute Deviation (MAD)	234294.44
Skewness	5.0595365
Sum	5.7904257 × 10¹⁰
Variance	4.4355502 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
295747.7778	193	0.8%
1281893.333	148	0.6%
165637.7778	139	0.6%
75857.77778	119	0.5%
332715.5556	110	0.5%
1223800	110	0.5%
593895.5556	102	0.4%
458984.4444	99	0.4%
320713.3333	95	0.4%
2596957.778	94	0.4%
Other values (625)	22237	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4548.888889	37	0.2%
9002.222222	39	0.2%
9048.888889	35	0.1%
12447.77778	33	0.1%
12975.55556	44	0.2%
13443.33333	31	0.1%
14207.77778	43	0.2%
16585.55556	35	0.1%
17764.44444	31	0.1%
19081.11111	37	0.2%

Value	Count	Frequency (%)
62606310	33	0.1%
61982167.78	31	0.1%
59389574.44	40	0.2%
39993141.11	33	0.1%
39849108.89	30	0.1%
39465021.11	32	0.1%
35361682.22	33	0.1%
32692272.22	33	0.1%
32397805.56	33	0.1%
30390946.67	31	0.1%

ln_nitrate_mean
Real number (ℝ)

Distinct	11109
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7430619

Minimum	-6.9077553
Maximum	6.7472344
Zeros	3
Zeros (%)	< 0.1%
Negative	2270
Negative (%)	9.7%
Memory size	882.4 KiB

Quantile statistics

Minimum	-6.9077553
5-th percentile	-1.1368335
Q1	1.0191481
median	1.8082888
Q3	3.0667318
95-th percentile	5.1320937
Maximum	6.7472344
Range	13.65499
Interquartile range (IQR)	2.0475837

Descriptive statistics

Standard deviation	2.1562068
Coefficient of variation (CV)	1.2370225
Kurtosis	6.294192
Mean	1.7430619
Median Absolute Deviation (MAD)	0.94863478
Skewness	-1.9129667
Sum	40867.83
Variance	4.6492277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.907755279	767	3.3%
1.193922468	33	0.1%
1.808288771	32	0.1%
1.266947603	32	0.1%
1.290150501	29	0.1%
1.294727168	29	0.1%
1.011600912	29	0.1%
1.145416355	27	0.1%
1.515127233	26	0.1%
0.9753454947	25	0.1%
Other values (11099)	22417	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.907755279	767	3.3%
-6.866933284	1	< 0.1%
-6.109247583	1	< 0.1%
-5.703782475	1	< 0.1%
-4.921023135	1	< 0.1%
-4.787491743	1	< 0.1%
-4.616220022	1	< 0.1%
-4.564348191	1	< 0.1%
-4.477336814	1	< 0.1%
-4.301983927	3	< 0.1%

Value	Count	Frequency (%)
6.747234352	1	< 0.1%
6.201725473	1	< 0.1%
5.650572139	1	< 0.1%
5.577226696	1	< 0.1%
5.56746148	1	< 0.1%
5.565669173	1	< 0.1%
5.563969489	1	< 0.1%
5.562821352	1	< 0.1%
5.559763742	1	< 0.1%
5.55949503	1	< 0.1%

ln_specific_conductance
Real number (ℝ)

Distinct	19471
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8163371

Minimum	-9.680344
Maximum	12.281111
Zeros	0
Zeros (%)	0.0%
Negative	100
Negative (%)	0.4%
Memory size	882.4 KiB

Quantile statistics

Minimum	-9.680344
5-th percentile	2.6017834
Q1	3.6314824
median	4.7696892
Q3	6.2323416
95-th percentile	6.5295814
Maximum	12.281111
Range	21.961455
Interquartile range (IQR)	2.6008592

Descriptive statistics

Standard deviation	1.4392744
Coefficient of variation (CV)	0.29883174
Kurtosis	2.896539
Mean	4.8163371
Median Absolute Deviation (MAD)	1.2483955
Skewness	-0.39019798
Sum	112923.84
Variance	2.0715107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.352237412	11	< 0.1%
3.549006143	11	< 0.1%
3.66436195	10	< 0.1%
3.635910231	10	< 0.1%
3.64114415	9	< 0.1%
6.145789218	9	< 0.1%
6.480418225	9	< 0.1%
3.638290225	9	< 0.1%
5.330158874	9	< 0.1%
4.712975866	9	< 0.1%
Other values (19461)	23350	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.680344001	1	< 0.1%
-6.474891197	1	< 0.1%
-5.150440254	1	< 0.1%
-4.742780172	1	< 0.1%
-4.49997829	1	< 0.1%
-3.956832635	1	< 0.1%
-3.743893192	1	< 0.1%
-3.606790588	1	< 0.1%
-3.585020065	1	< 0.1%
-3.550325971	1	< 0.1%

Value	Count	Frequency (%)
12.28111146	1	< 0.1%
11.67917346	1	< 0.1%
11.67872923	1	< 0.1%
11.67871448	1	< 0.1%
11.67866312	1	< 0.1%
11.67858542	1	< 0.1%
11.67856302	1	< 0.1%
11.6785288	1	< 0.1%
11.67849498	6	< 0.1%
11.67845625	6	< 0.1%

ln_DO
Real number (ℝ)

Distinct	19399
Distinct (%)	82.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2117268

Minimum	-6.9077553
Maximum	5.8720547
Zeros	0
Zeros (%)	0.0%
Negative	177
Negative (%)	0.8%
Memory size	882.4 KiB

Quantile statistics

Minimum	-6.9077553
5-th percentile	1.5405203
Q1	2.1073025
median	2.2686245
Q3	2.4065636
95-th percentile	2.577941
Maximum	5.8720547
Range	12.77981
Interquartile range (IQR)	0.29926106

Descriptive statistics

Standard deviation	0.44604047
Coefficient of variation (CV)	0.20167069
Kurtosis	43.485253
Mean	2.2117268
Median Absolute Deviation (MAD)	0.15100899
Skewness	-1.7688056
Sum	51856.147
Variance	0.1989521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.164291586	11	< 0.1%
2.491603217	10	< 0.1%
2.301309975	10	< 0.1%
2.188770734	9	< 0.1%
2.086904079	9	< 0.1%
2.239609054	9	< 0.1%
2.045269659	9	< 0.1%
1.42608721	9	< 0.1%
1.168994756	9	< 0.1%
2.16112633	9	< 0.1%
Other values (19389)	23352	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.907755279	3	< 0.1%
-1.498374937	1	< 0.1%
-1.474215242	1	< 0.1%
-1.449470847	1	< 0.1%
-0.6238543541	1	< 0.1%
-0.611215233	1	< 0.1%
-0.6083019211	1	< 0.1%
-0.6060142832	1	< 0.1%
-0.6020884496	1	< 0.1%
-0.5850404392	1	< 0.1%

Value	Count	Frequency (%)
5.872054662	1	< 0.1%
5.860343356	1	< 0.1%
5.858762378	1	< 0.1%
5.854913934	5	< 0.1%
5.845530949	1	< 0.1%
5.843204464	1	< 0.1%
5.843107657	4	< 0.1%
5.838557637	1	< 0.1%
5.837057632	1	< 0.1%
5.827558229	1	< 0.1%

ln_chlorophyll
Real number (ℝ)

Distinct	18268
Distinct (%)	77.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16969534

Minimum	-6.9909859
Maximum	10.993108
Zeros	0
Zeros (%)	0.0%
Negative	10239
Negative (%)	43.7%
Memory size	882.4 KiB

Quantile statistics

Minimum	-6.9909859
5-th percentile	-6.9077553
Q1	-0.76429266
median	0.2186878
Q3	1.4569896
95-th percentile	4.6336626
Maximum	10.993108
Range	17.984094
Interquartile range (IQR)	2.2212823

Descriptive statistics

Standard deviation	2.6897845
Coefficient of variation (CV)	15.850668
Kurtosis	1.5113505
Mean	0.16969534
Median Absolute Deviation (MAD)	1.0927528
Skewness	-0.64799879
Sum	3978.6769
Variance	7.2349405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.907755279	1529	6.5%
1.04010738	10	< 0.1%
0.2945455804	10	< 0.1%
-0.3329216031	9	< 0.1%
1.732155666	9	< 0.1%
2.151372512	9	< 0.1%
-0.2951636938	9	< 0.1%
3.375666588	8	< 0.1%
0.9751484784	8	< 0.1%
0.1437064473	8	< 0.1%
Other values (18258)	21837	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.990985933	1	< 0.1%
-6.957587653	1	< 0.1%
-6.907755279	1529	6.5%
-6.751140587	1	< 0.1%
-6.619584992	1	< 0.1%
-6.50925884	1	< 0.1%
-6.382582207	1	< 0.1%
-6.29407227	1	< 0.1%
-6.149093491	1	< 0.1%
-6.035474488	1	< 0.1%

Value	Count	Frequency (%)
10.99310784	1	< 0.1%
10.98436128	1	< 0.1%
10.90349067	1	< 0.1%
10.8812321	1	< 0.1%
10.76049395	1	< 0.1%
10.46552491	1	< 0.1%
10.36186461	1	< 0.1%
10.22122935	1	< 0.1%
10.20168303	1	< 0.1%
10.14177967	1	< 0.1%

ln_turbidity
Real number (ℝ)

Distinct	14733
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1703369

Minimum	-8.9331296
Maximum	4.6050566
Zeros	0
Zeros (%)	0.0%
Negative	5187
Negative (%)	22.1%
Memory size	882.4 KiB

Quantile statistics

Minimum	-8.9331296
5-th percentile	-1.1672035
Q1	0.093531713
median	0.98719159
Q3	2.2527082
95-th percentile	3.8690882
Maximum	4.6050566
Range	13.538186
Interquartile range (IQR)	2.1591765

Descriptive statistics

Standard deviation	1.5484848
Coefficient of variation (CV)	1.3231103
Kurtosis	0.23039877
Mean	1.1703369
Median Absolute Deviation (MAD)	1.0427729
Skewness	-0.02220011
Sum	27439.718
Variance	2.3978051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.84167334	20	0.1%
2.443423147	19	0.1%
1.826203389	19	0.1%
4.359974677	19	0.1%
1.912519551	18	0.1%
1.088065291	18	0.1%
3.932468672	18	0.1%
2.905435962	18	0.1%
2.217652236	18	0.1%
0.2990565052	18	0.1%
Other values (14723)	23261	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.933129599	1	< 0.1%
-7.569659953	1	< 0.1%
-6.907755279	9	< 0.1%
-6.849996223	1	< 0.1%
-6.741770142	1	< 0.1%
-6.656009283	1	< 0.1%
-6.071370114	1	< 0.1%
-5.781744016	1	< 0.1%
-5.74711432	1	< 0.1%
-5.590639819	1	< 0.1%

Value	Count	Frequency (%)
4.605056568	1	< 0.1%
4.604128324	1	< 0.1%
4.60396925	1	< 0.1%
4.603758217	1	< 0.1%
4.599757369	1	< 0.1%
4.599599211	6	< 0.1%
4.598941662	1	< 0.1%
4.598683743	1	< 0.1%
4.595840445	1	< 0.1%
4.59430045	1	< 0.1%

ln_fDOM
Real number (ℝ)

Distinct	16179
Distinct (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6093324

Minimum	-6.3969297
Maximum	5.6982503
Zeros	0
Zeros (%)	0.0%
Negative	994
Negative (%)	4.2%
Memory size	882.4 KiB

Quantile statistics

Minimum	-6.3969297
5-th percentile	0.16913165
Q1	1.7856444
median	2.7606277
Q3	3.5608563
95-th percentile	4.4840886
Maximum	5.6982503
Range	12.09518
Interquartile range (IQR)	1.7752118

Descriptive statistics

Standard deviation	1.3380573
Coefficient of variation (CV)	0.51279682
Kurtosis	1.1003332
Mean	2.6093324
Median Absolute Deviation (MAD)	0.86971242
Skewness	-0.71124636
Sum	61178.407
Variance	1.7903974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.737609003	22	0.1%
3.811539467	19	0.1%
3.322282683	14	0.1%
0.4712181692	14	0.1%
2.716155562	14	0.1%
3.233992107	14	0.1%
3.018172574	14	0.1%
4.694026059	13	0.1%
2.595117882	13	0.1%
-0.7953337262	13	0.1%
Other values (16169)	23296	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.396929655	1	< 0.1%
-6.3157395	1	< 0.1%
-4.92675381	1	< 0.1%
-4.7066801	1	< 0.1%
-4.686892544	1	< 0.1%
-4.51619315	1	< 0.1%
-4.327433236	11	< 0.1%
-4.247592872	1	< 0.1%
-3.987360365	1	< 0.1%
-3.949522978	1	< 0.1%

Value	Count	Frequency (%)
5.698250279	1	< 0.1%
5.689583651	1	< 0.1%
5.687260107	1	< 0.1%
5.679682055	1	< 0.1%
5.676663473	9	< 0.1%
5.660565648	1	< 0.1%
5.649534894	1	< 0.1%
5.648671914	1	< 0.1%
5.648415935	1	< 0.1%
5.645493569	1	< 0.1%

ln_CH4_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5246

Minimum	0.27074498
Maximum	7.0220102
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	0.27074498
5-th percentile	0.5821433
Q1	0.82806792
median	1.0841168
Q3	1.8783893
95-th percentile	3.8490628
Maximum	7.0220102
Range	6.7512652
Interquartile range (IQR)	1.0503214

Descriptive statistics

Standard deviation	1.0976274
Coefficient of variation (CV)	0.71994449
Kurtosis	4.5480744
Mean	1.5246
Median Absolute Deviation (MAD)	0.33362711
Skewness	2.0077704
Sum	35745.773
Variance	1.2047859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.681119694	80	0.3%
1.312863527	80	0.3%
0.9778909749	80	0.3%
0.9214059004	70	0.3%
0.860075968	67	0.3%
0.5569423317	55	0.2%
0.8542955976	55	0.2%
7.022010231	54	0.2%
2.994527823	51	0.2%
0.5552136843	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2707449838	32	0.1%
0.2979676813	33	0.1%
0.2985031689	35	0.1%
0.3098088718	31	0.1%
0.3768975811	30	0.1%
0.3909447066	35	0.1%
0.4170348366	39	0.2%
0.4279656451	37	0.2%
0.4470696763	43	0.2%
0.4505434874	31	0.1%

Value	Count	Frequency (%)
7.022010231	54	0.2%
7.003054767	38	0.2%
6.228898315	31	0.1%
6.006767623	31	0.1%
5.883412937	31	0.1%
5.853977205	31	0.1%
5.792370962	31	0.1%
5.678780231	30	0.1%
5.63107744	30	0.1%
5.609406936	31	0.1%

ln_CO2_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9772466

Minimum	6.1129258
Maximum	9.3335029
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	6.1129258
5-th percentile	6.410121
Q1	6.6066885
median	6.8302231
Q3	7.1766724
95-th percentile	8.2893474
Maximum	9.3335029
Range	3.2205771
Interquartile range (IQR)	0.56998389

Descriptive statistics

Standard deviation	0.54009606
Coefficient of variation (CV)	0.077408194
Kurtosis	2.5768079
Mean	6.9772466
Median Absolute Deviation (MAD)	0.26164133
Skewness	1.5764484
Sum	163588.52
Variance	0.29170375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.600889836	80	0.3%
6.480682626	80	0.3%
6.826095122	80	0.3%
6.443205532	70	0.3%
6.515606828	67	0.3%
6.937950877	55	0.2%
6.588814353	55	0.2%
8.321455334	54	0.2%
7.227354399	51	0.2%
6.741210773	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.11292583	31	0.1%
6.149267465	30	0.1%
6.191444958	33	0.1%
6.236557667	30	0.1%
6.249085583	36	0.2%
6.26028788	35	0.1%
6.2740063	31	0.1%
6.287253381	31	0.1%
6.288831814	30	0.1%
6.290278256	34	0.1%

Value	Count	Frequency (%)
9.333502911	34	0.1%
9.059861033	29	0.1%
9.044335702	30	0.1%
8.958238136	32	0.1%
8.928650061	32	0.1%
8.90291191	40	0.2%
8.885066085	43	0.2%
8.812841947	30	0.1%
8.737526494	31	0.1%
8.700824601	31	0.1%

ln_N2O_conc
Real number (ℝ)

Distinct	733
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.55452449

Minimum	-1.4842072
Maximum	2.8497261
Zeros	0
Zeros (%)	0.0%
Negative	22075
Negative (%)	94.2%
Memory size	882.4 KiB

Quantile statistics

Minimum	-1.4842072
5-th percentile	-1.0109159
Q1	-0.78694612
median	-0.59596354
Q3	-0.37227826
95-th percentile	0.012953367
Maximum	2.8497261
Range	4.3339333
Interquartile range (IQR)	0.41466786

Descriptive statistics

Standard deviation	0.37247426
Coefficient of variation (CV)	-0.6717003
Kurtosis	16.034113
Mean	-0.55452449
Median Absolute Deviation (MAD)	0.20277513
Skewness	2.3476445
Sum	-13001.381
Variance	0.13873708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.07827650097	80	0.3%
-0.326329939	80	0.3%
-0.456000282	80	0.3%
-0.2413581215	70	0.3%
-0.4774176856	67	0.3%
-0.1994824462	55	0.2%
-0.5349732406	55	0.2%
-0.2721635435	54	0.2%
-0.7046987437	51	0.2%
-0.7284359699	51	0.2%
Other values (723)	22803	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.484207235	40	0.2%
-1.387902303	34	0.1%
-1.369414285	31	0.1%
-1.307900273	8	< 0.1%
-1.299183522	32	0.1%
-1.293003147	39	0.2%
-1.268891783	24	0.1%
-1.262131306	31	0.1%
-1.260700664	30	0.1%
-1.259079266	23	0.1%

Value	Count	Frequency (%)
2.849726108	31	0.1%
2.422309192	30	0.1%
1.824443367	31	0.1%
0.9968977295	33	0.1%
0.8836744987	30	0.1%
0.6916821079	33	0.1%
0.5161115536	30	0.1%
0.4335407722	31	0.1%
0.3554106601	31	0.1%
0.3254394558	29	0.1%

ln_Microbialabundanceper_ml
Real number (ℝ)

Distinct	629
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.049861

Minimum	8.4226383
Maximum	17.952377
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	882.4 KiB

Quantile statistics

Minimum	8.4226383
5-th percentile	10.738351
Q1	11.997058
median	12.701974
Q3	13.92506
95-th percentile	16.513676
Maximum	17.952377
Range	9.5297383
Interquartile range (IQR)	1.9280023

Descriptive statistics

Standard deviation	1.6867758
Coefficient of variation (CV)	0.12925623
Kurtosis	0.19764014
Mean	13.049861
Median Absolute Deviation (MAD)	0.91862529
Skewness	0.63191124
Sum	305967.04
Variance	2.8452125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.59726227	193	0.8%
14.06384871	148	0.6%
12.01755862	139	0.6%
11.23661552	119	0.5%
12.16797841	117	0.5%
14.01747133	110	0.5%
12.71504322	110	0.5%
13.29445875	102	0.4%
13.0367716	99	0.4%
12.67830296	95	0.4%
Other values (619)	22214	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.422638282	37	0.2%
9.105226739	39	0.2%
9.110397254	35	0.1%
9.429297394	33	0.1%
9.470822525	44	0.2%
9.506238599	31	0.1%
9.561544824	43	0.2%
9.716287448	35	0.1%
9.784954235	31	0.1%
9.856454178	37	0.2%

Value	Count	Frequency (%)
17.95237663	33	0.1%
17.94235729	31	0.1%
17.89962925	40	0.2%
17.50421853	33	0.1%
17.5006106	30	0.1%
17.4909253	32	0.1%
17.38113937	33	0.1%
17.30264928	33	0.1%
17.29360125	33	0.1%
17.22965532	31	0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	siteid	nitrate_mean	specific_conductance	DO	pH	chlorophyll	turbidity	fDOM	mean_temp	CH4_conc	CO2_conc	N2O_conc	Microbialabundanceper_ml	ln_nitrate_mean	ln_specific_conductance	ln_DO	ln_chlorophyll	ln_turbidity	ln_fDOM	ln_CH4_conc	ln_CO2_conc	ln_N2O_conc	ln_Microbialabundanceper_ml
date
2018-01-01	ARIK	13.700000	539.059444	10.186389	7.822500	2.095000	2.899444	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.617396	6.289826	2.321052	0.739554	1.064519	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-02	ARIK	13.700000	539.059444	10.186389	7.822500	2.095000	2.899444	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.617396	6.289826	2.321052	0.739554	1.064519	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-03	ARIK	13.700000	539.059444	10.186389	7.822500	2.095000	2.899444	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.617396	6.289826	2.321052	0.739554	1.064519	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-04	ARIK	12.535417	546.480042	9.921785	7.812403	3.249465	60.369840	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.528558	6.303498	2.294733	1.178490	4.100490	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-05	ARIK	10.310417	550.830208	9.721729	7.826743	5.565236	2.548007	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.333155	6.311427	2.274364	1.716539	0.935311	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-06	ARIK	9.966667	535.343569	10.060528	7.839222	8.422056	33.219167	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.299246	6.282909	2.308620	2.130854	3.503127	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-07	ARIK	9.207292	503.494465	10.333701	7.883479	9.204167	3.417035	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.219996	6.221573	2.335411	2.219656	1.228773	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-08	ARIK	8.103125	486.388582	10.645000	7.909354	12.090326	19.399326	45.220000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.092250	6.187008	2.365090	2.492406	2.965238	3.811539	3.250097	7.391244	-0.710933	10.871886
2018-01-09	ARIK	7.708333	475.402592	10.650715	7.929910	43.929736	4.278028	17.590000	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.042302	6.164162	2.365627	3.782591	1.453492	2.867331	3.250097	7.391244	-0.710933	10.871886
2018-01-10	ARIK	6.932292	467.588493	10.577743	7.947944	30.268646	11.884910	0.451431	2.302481	25.792847	1621.722701	0.491186	52674.444444	1.936190	6.147589	2.358752	3.410112	2.475270	-0.795334	3.250097	7.391244	-0.710933	10.871886

	siteid	nitrate_mean	specific_conductance	DO	pH	chlorophyll	turbidity	fDOM	mean_temp	CH4_conc	CO2_conc	N2O_conc	Microbialabundanceper_ml	ln_nitrate_mean	ln_specific_conductance	ln_DO	ln_chlorophyll	ln_turbidity	ln_fDOM	ln_CH4_conc	ln_CO2_conc	ln_N2O_conc	ln_Microbialabundanceper_ml
date
2020-12-22	WLOU	3.808333	110.893983	10.414507	8.093003	1.344167	1.889278	4.581035	15.160753	2.807956	805.804145	0.725995	54252.222222	1.337192	4.708575	2.343200	0.295774	0.636195	1.521925	1.032457	6.691841	-0.320212	10.901399
2020-12-23	WLOU	3.822917	111.120556	10.408309	8.104146	0.989441	4.469233	4.638299	19.059426	2.807956	805.804145	0.725995	54252.222222	1.341014	4.710616	2.342604	-0.010615	1.497217	1.534348	1.032457	6.691841	-0.320212	10.901399
2020-12-24	WLOU	3.650000	111.481869	10.495976	8.103500	0.928238	2.389750	4.518500	7.926579	2.807956	805.804145	0.725995	54252.222222	1.294727	4.713862	2.350992	-0.074467	0.871189	1.508180	1.032457	6.691841	-0.320212	10.901399
2020-12-25	WLOU	54.902083	68.811199	10.619208	7.344299	2.661920	0.340674	27.655264	4.480490	2.807956	805.804145	0.725995	54252.222222	4.005551	4.231367	2.362664	0.979048	-1.076830	3.319816	1.032457	6.691841	-0.320212	10.901399
2020-12-26	WLOU	27.848958	630.318368	11.733611	7.820493	0.254809	0.722101	8.416081	21.252603	2.807956	805.804145	0.725995	54252.222222	3.326796	6.446225	2.462457	-1.367241	-0.325591	2.130144	1.032457	6.691841	-0.320212	10.901399
2020-12-27	WLOU	0.001000	298.291892	11.899740	8.146028	0.220042	0.959097	16.215236	17.389786	2.807956	805.804145	0.725995	54252.222222	-6.907755	5.698073	2.476517	-1.513938	-0.041763	2.785951	1.032457	6.691841	-0.320212	10.901399
2020-12-28	WLOU	0.041758	12.105146	8.384253	6.651626	0.900684	2.639976	31.655028	10.173146	2.807956	805.804145	0.725995	54252.222222	-3.175858	2.493631	2.126355	-0.104601	0.970770	3.454897	1.032457	6.691841	-0.320212	10.901399
2020-12-29	WLOU	4.188542	613.853512	10.900608	7.869108	9.817500	0.600420	4.082917	4.325874	2.807956	805.804145	0.725995	54252.222222	1.432353	6.419756	2.388819	2.284167	-0.510126	1.406812	1.032457	6.691841	-0.320212	10.901399
2020-12-30	WLOU	54.432292	176.735399	14.561951	7.948806	1.642281	2.160620	142.774583	3.839376	2.807956	805.804145	0.725995	54252.222222	3.996958	5.174654	2.678412	0.496086	0.770395	4.961267	1.032457	6.691841	-0.320212	10.901399
2020-12-31	WLOU	54.080208	11.799757	12.442292	7.611872	10.631253	0.668552	54.251333	8.364247	2.807956	805.804145	0.725995	54252.222222	3.990468	2.468079	2.521101	2.363798	-0.402641	3.993628	1.032457	6.691841	-0.320212	10.901399

Most frequently occurring

	siteid	nitrate_mean	specific_conductance	DO	pH	chlorophyll	turbidity	fDOM	mean_temp	CH4_conc	CO2_conc	N2O_conc	Microbialabundanceper_ml	ln_nitrate_mean	ln_specific_conductance	ln_DO	ln_chlorophyll	ln_turbidity	ln_fDOM	ln_CH4_conc	ln_CO2_conc	ln_N2O_conc	ln_Microbialabundanceper_ml	# duplicates
0	ARIK	13.7	539.059444	10.186389	7.8225	2.095	2.899444	45.22	2.302481	25.792847	1621.722701	0.491186	52674.444444	2.617396	6.289826	2.321052	0.739554	1.064519	3.811539	3.250097	7.391244	-0.710933	10.871886	3

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample

Duplicate rows

Most frequently occurring